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pytorch-image-models/results/results-imagenet-real.csv

70 KiB

1modeltop1top1_errtop5top5_errparam_countimg_sizecrop_pctinterpolationtop1_difftop5_diffrank_diff
2eva_giant_patch14_336.clip_ft_in1k91.0548.94698.5971.4031,013.013361.000bicubic+1.578-0.227+2
3eva_giant_patch14_560.m30m_ft_in22k_in1k90.9739.02798.6781.3221,014.455601.000bicubic+1.177-0.314-1
4eva_giant_patch14_224.clip_ft_in1k90.9549.04698.7231.2771,012.562241.000bicubic+1.854+0.007+2
5eva_large_patch14_336.in22k_ft_in1k90.9059.09598.7851.215304.533361.000bicubic+2.241+0.065+2
6eva_giant_patch14_336.m30m_ft_in22k_in1k90.9039.09898.6631.3371,013.013361.000bicubic+1.335-0.289-3
7eva_large_patch14_336.in22k_ft_in22k_in1k90.8719.13098.7211.279304.533361.000bicubic+1.667-0.129-2
8beit_large_patch16_512.in22k_ft_in22k_in1k90.6879.31398.7511.249305.675121.000bicubic+2.089+0.0950
9beit_large_patch16_384.in22k_ft_in22k_in1k90.6109.39098.7661.234305.003841.000bicubic+2.206+0.158+3
10volo_d5_51290.6089.39298.6981.302296.095121.150bicubic+3.564+0.730+32
11volo_d5_44890.5849.41698.6851.315295.914481.150bicubic+3.630+0.747+35
12eva_large_patch14_196.in22k_ft_in22k_in1k90.5679.43398.6981.302304.141961.000bicubic+1.981+0.042-3
13tf_efficientnet_l2.ns_jft_in1k90.5639.43798.7791.221480.318000.960bicubic+2.211+0.129+1
14maxvit_base_tf_512.in21k_ft_in1k90.5619.43998.7001.300119.885121.000bicubic+2.349+0.168+6
15vit_large_patch14_clip_336.openai_ft_in12k_in1k90.5529.44898.6831.317304.533361.000bicubic+2.286+0.151+1
16tf_efficientnet_l2.ns_jft_in1k_47590.5379.46398.7101.290480.314750.936bicubic+2.303+0.164+2
17eva_large_patch14_196.in22k_ft_in1k90.5339.46798.7791.221304.141961.000bicubic+2.595+0.287+7
18volo_d4_44890.5109.49098.5911.409193.414481.150bicubic+3.720+0.709+34
19maxvit_xlarge_tf_512.in21k_ft_in1k90.5039.49798.5801.420475.775121.000bicubic+1.965-0.064-8
20vit_huge_patch14_clip_336.laion2b_ft_in12k_in1k90.5019.49998.6401.360632.463361.000bicubic+1.927-0.020-10
21convnext_xlarge.fb_in22k_ft_in1k_38490.4959.50598.7661.234350.203841.000bicubic+2.747+0.212+8
22vit_large_patch14_clip_336.laion2b_ft_in12k_in1k90.4209.58098.6381.362304.533361.000bicubic+2.238+0.066-1
23vit_huge_patch14_clip_224.laion2b_ft_in12k_in1k90.4149.58698.6481.351632.052241.000bicubic+2.168+0.099-6
24swinv2_base_window12to24_192to384_22kft1k90.4039.59798.7401.26087.923841.000bicubic+3.295+0.504+16
25maxvit_xlarge_tf_384.in21k_ft_in1k90.3799.62198.5871.413475.323841.000bicubic+2.073+0.043-10
26beit_base_patch16_384.in22k_ft_in22k_in1k90.3739.62798.7251.27586.743841.000bicubic+3.573+0.587+24
27maxvit_base_tf_384.in21k_ft_in1k90.3679.63398.6801.319119.653841.000bicubic+2.445+0.138-2
28vit_large_patch14_clip_224.openai_ft_in12k_in1k90.3679.63398.6571.343304.202241.000bicubic+2.199+0.113-6
29maxvit_large_tf_512.in21k_ft_in1k90.3609.64098.6421.358212.335121.000bicubic+2.142+0.044-10
30beitv2_large_patch16_224.in1k_ft_in22k_in1k90.3549.64698.5821.418304.432240.950bicubic+1.968-0.016-17
31vit_large_patch14_clip_336.laion2b_ft_in1k90.3419.65998.5931.407304.533361.000bicubic+2.493+0.223-3
32maxvit_large_tf_384.in21k_ft_in1k90.3179.68298.6851.315212.033841.000bicubic+2.325+0.119-9
33vit_large_patch14_clip_224.openai_ft_in1k90.3059.69598.6361.364304.202241.000bicubic+2.453+0.208-6
34vit_large_patch14_clip_224.laion2b_ft_in12k_in1k90.3029.69798.6611.339304.202241.000bicubic+2.412+0.251-8
35convnext_large.fb_in22k_ft_in1k_38490.2799.72198.6551.345197.773841.000bicubic+2.807+0.269-2
36convnext_base.fb_in22k_ft_in1k_38490.2779.72398.8001.20088.593841.000bicubic+3.483+0.536+15
37deit3_large_patch16_384_in21ft1k90.2499.75198.6251.375304.763841.000bicubic+2.533+0.113-7
38vit_base_patch16_clip_384.laion2b_ft_in1k90.2199.78198.7041.29686.863841.000bicubic+3.599+0.694+17
39deit3_huge_patch14_224_in21ft1k90.2159.78598.6381.362632.132241.000bicubic+3.031+0.378-1
40vit_base_patch16_clip_384.openai_ft_in12k_in1k90.2119.78998.6531.34786.863840.950bicubic+3.177+0.473+3
41tf_efficientnetv2_l.in21k_ft_in1k90.2079.79398.7171.283118.524801.000bicubic+3.401+0.583+8
42vit_large_patch16_384.augreg_in21k_ft_in1k90.1969.80498.6611.339304.723841.000bicubic+3.116+0.361-2
43cait_m48_44890.1969.80498.4841.516356.464481.000bicubic+3.712+0.730+17
44vit_base_patch16_clip_384.laion2b_ft_in12k_in1k90.1879.81398.5851.41586.863841.000bicubic+2.969+0.550-7
45vit_huge_patch14_clip_224.laion2b_ft_in1k90.1729.82898.5421.458632.052241.000bicubic+2.578+0.322-14
46volo_d3_44890.1689.83298.5501.45086.634481.000bicubic+3.674+0.840+12
47swinv2_large_window12to24_192to384_22kft1k90.1579.84398.6081.392196.743841.000bicubic+2.699+0.356-13
48beit_large_patch16_224.in22k_ft_in22k_in1k90.1519.84998.7231.277304.432240.900bicubic+2.675+0.419-16
49vit_large_patch14_clip_224.laion2b_ft_in1k90.1069.89498.5611.439304.202241.000bicubic+2.814+0.315-13
50tf_efficientnet_b7.ns_jft_in1k90.1009.90098.6141.38666.356000.949bicubic+3.260+0.520-2
51convnext_xlarge.fb_in22k_ft_in1k90.0669.93498.6191.381350.202881.000bicubic+2.728+0.291-16
52dm_nfnet_f690.0469.95498.5461.454438.365760.956bicubic+3.902+0.816+19
53cait_m36_38490.0469.95498.4931.507271.223841.000bicubic+3.992+0.763+24
54swin_large_patch4_window12_38490.0279.97398.6571.343196.743841.000bicubic+2.879+0.423-15
55tf_efficientnetv2_m.in21k_ft_in1k90.0239.97798.6631.33754.144801.000bicubic+4.019+0.721+24
56deit3_large_patch16_224_in21ft1k89.99910.00198.6611.339304.372241.000bicubic+3.021+0.423-11
57swin_base_patch4_window12_38489.99510.00598.6951.30487.903841.000bicubic+3.563+0.637+5
58vit_base_patch16_384.augreg_in21k_ft_in1k89.98910.01198.6781.32286.863841.000bicubic+3.983+0.678+20
59maxvit_base_tf_512.in1k89.98010.02098.4351.565119.885121.000bicubic+3.382+0.515-3
60swinv2_large_window12to16_192to256_22kft1k89.92010.08098.5081.492196.742560.900bicubic+2.984+0.400-13
61convnext_small.fb_in22k_ft_in1k_38489.91610.08498.6801.31950.223841.000bicubic+4.138+0.788+29
62efficientnet_b5.in12k_ft_in1k89.90310.09798.5701.43130.394481.000bicubic+4.015+0.838+20
63xcit_large_24_p8_384_dist89.88610.11498.3841.616188.933841.000bicubic+3.886+0.698+17
64deit3_base_patch16_384_in21ft1k89.88410.11698.6021.39986.883841.000bicubic+3.140+0.490-10
65volo_d5_22489.88210.11898.4931.507295.462240.960bicubic+3.814+0.915+10
66swinv2_base_window12to16_192to256_22kft1k89.87610.12498.6571.34387.922560.900bicubic+3.602+0.7610
67convnext_large.fb_in22k_ft_in1k89.87110.12998.5971.403197.772881.000bicubic+2.855+0.391-23
68convnext_base.fb_in22k_ft_in1k89.85610.14498.6891.31188.592881.000bicubic+3.576+0.599-3
69cait_s36_38489.84410.15698.4271.57368.373841.000bicubic+4.384+0.947+34
70xcit_medium_24_p8_384_dist89.81110.18898.3621.63884.323841.000bicubic+3.995+0.770+15
71volo_d4_22489.80910.19198.4241.576192.962240.960bicubic+3.937+0.956+12
72swin_large_patch4_window7_22489.79610.20498.6401.360196.532240.900bicubic+3.477+0.744-9
73vit_large_r50_s32_384.augreg_in21k_ft_in1k89.79410.20698.5141.486329.093841.000bicubic+3.610+0.596-4
74maxvit_large_tf_512.in1k89.79410.20698.3281.672212.335121.000bicubic+3.276+0.444-16
75volo_d2_38489.78410.21698.3991.60158.873841.000bicubic+3.748+0.827+2
76tf_efficientnet_b6.ns_jft_in1k89.78210.21898.5101.49043.045280.942bicubic+3.330+0.628-15
77tf_efficientnetv2_xl.in21k_ft_in1k89.77310.22798.2941.706208.125121.000bicubic+3.025+0.276-24
78beitv2_base_patch16_224.in1k_ft_in22k_in1k89.74710.25398.5801.42086.532240.900bicubic+3.267+0.532-18
79xcit_small_24_p8_384_dist89.73910.26198.4221.57847.633841.000bicubic+4.183+0.850+18
80vit_base_patch8_224.augreg2_in21k_ft_in1k89.72810.27298.5101.49086.582240.900bicubic+3.516+0.678-12
81vit_base_patch16_clip_384.openai_ft_in1k89.70910.29198.5101.49086.863841.000bicubic+3.503+0.636-12
82volo_d1_38489.69810.30298.2921.70826.783841.000bicubic+4.448+1.096+34
83deit3_large_patch16_38489.67910.32198.3921.608304.763841.000bicubic+3.869+0.796+4
84xcit_large_24_p16_384_dist89.66210.33898.4011.599189.103841.000bicubic+3.908+0.863+7
85tf_efficientnet_b5.ns_jft_in1k89.65110.34998.4821.51830.394560.934bicubic+3.563+0.730-11
86tf_efficientnet_b8.ap_in1k89.58110.41998.3051.69587.416720.954bicubic+4.211+0.915+25
87maxvit_base_tf_384.in1k89.57910.42198.3241.676119.653841.000bicubic+3.285+0.520-23
88maxvit_tiny_tf_512.in1k89.56410.43698.3351.66531.055121.000bicubic+3.902+0.755+7
89vit_base_patch16_clip_224.laion2b_ft_in12k_in1k89.55910.44198.4141.58686.572240.950bicubic+3.389+0.660-18
90dm_nfnet_f489.55710.44398.3031.697316.075120.951bicubic+3.843+0.783+3
91volo_d3_22489.55510.44598.3751.62586.332240.960bicubic+4.147+1.095+15
92maxvit_large_tf_384.in1k89.55510.44598.1871.813212.033841.000bicubic+3.319+0.497-24
93tf_efficientnetv2_l.in1k89.54910.45198.3391.661118.524801.000bicubic+3.879+0.865+1
94flexivit_large.1200ep_in1k89.54010.46098.4181.582304.362400.950bicubic+3.896+0.876+2
95xcit_small_12_p8_384_dist89.51710.48398.3051.69526.213841.000bicubic+4.429+1.023+33
96xcit_large_24_p8_224_dist89.51710.48398.2241.776188.932241.000bicubic+4.121+0.814+13
97flexivit_large.600ep_in1k89.51010.49098.3941.606304.362400.950bicubic+3.972+0.902+1
98cait_s24_38489.50210.49898.3621.63847.063841.000bicubic+4.456+1.016+35
99dm_nfnet_f389.48510.51598.3991.601254.924160.940bicubic+3.963+0.937+2
100xcit_medium_24_p16_384_dist89.46810.53298.2961.70484.403841.000bicubic+4.056+0.890+6
101dm_nfnet_f589.46110.53998.3241.676377.215440.954bicubic+3.647+0.836-15
102deit3_base_patch16_224_in21ft1k89.45710.54398.5571.44386.592241.000bicubic+3.743+0.813-10
103maxvit_small_tf_512.in1k89.45110.54998.3501.65069.135121.000bicubic+3.363+0.592-30
104vit_base_patch32_clip_448.laion2b_ft_in12k_in1k89.44810.55298.4011.59988.344481.000bicubic+3.664+0.767-15
105vit_base_patch16_224.augreg2_in21k_ft_in1k89.44610.55498.4391.56186.572240.900bicubic+4.340+1.059+20
106deit_base_distilled_patch16_38489.42910.57198.4411.55987.633841.000bicubic+4.007+1.109-1
107tf_efficientnet_b7.ap_in1k89.42910.57198.3471.65366.356000.949bicubic+4.309+1.096+17
108vit_base_patch8_224.augreg_in21k_ft_in1k89.42710.57398.4861.51486.582240.900bicubic+3.631+0.696-20
109vit_base_patch16_clip_224.laion2b_ft_in1k89.42710.57398.4731.52786.572241.000bicubic+3.959+0.897-7
110vit_base_patch16_clip_224.openai_ft_in12k_in1k89.41010.59098.4011.59986.572240.950bicubic+3.480+0.677-29
111beit_base_patch16_224.in22k_ft_in22k_in1k89.40110.59898.5251.47586.532240.900bicubic+4.165+0.869+7
112regnetz_e889.38210.61898.4591.54257.703201.000bicubic+4.352+1.195+22
113deit3_small_patch16_384_in21ft1k89.36710.63398.3841.61622.213841.000bicubic+4.543+0.898+32
114tf_efficientnetv2_m.in1k89.35510.64598.3301.67054.144801.000bicubic+4.147+0.962+5
115tf_efficientnet_b8.ra_in1k89.35510.64598.3031.69787.416720.954bicubic+3.985+1.009-4
116vit_medium_patch16_gap_384.in12k_ft_in1k89.34210.65898.4931.50739.033840.950bicubic+3.806+0.859-18
117tf_efficientnet_b6.ap_in1k89.34210.65898.2811.71943.045280.942bicubic+4.554+1.143+31
118volo_d2_22489.32710.67398.2091.79158.682240.960bicubic+4.131+1.021+4
119vit_large_patch16_224.augreg_in21k_ft_in1k89.31410.68698.3921.608304.332240.900bicubic+3.472+0.568-35
120convnext_small.fb_in22k_ft_in1k89.30510.69498.3601.64050.222881.000bicubic+4.043+0.676-6
121tf_efficientnet_b4.ns_jft_in1k89.30510.69498.3471.65319.343800.922bicubic+4.143+0.877+2
122flexivit_large.300ep_in1k89.30310.69798.3241.676304.362400.950bicubic+4.023+0.884-9
123xcit_small_24_p16_384_dist89.29910.70198.3301.67047.673841.000bicubic+4.201+1.020+4
124xcit_medium_24_p8_224_dist89.29310.70798.1871.81384.322241.000bicubic+4.221+0.933+6
125deit3_huge_patch14_22489.21410.78698.1661.834632.132240.900bicubic+4.010+0.808-4
126vit_base_patch32_clip_384.laion2b_ft_in12k_in1k89.20110.79998.3561.64488.303841.000bicubic+3.829+0.692-17
127xcit_small_24_p8_224_dist89.20110.79998.2431.75747.632241.000bicubic+4.325+1.055+15
128xcit_small_12_p16_384_dist89.19710.80398.2191.78126.253841.000bicubic+4.491+1.101+22
129vit_base_patch16_clip_224.openai_ft_in1k89.15410.84698.2731.72786.572240.900bicubic+3.874+0.867-17
130swin_base_patch4_window7_22489.14510.85598.4291.57187.772240.900bicubic+3.893+0.867-15
131eca_nfnet_l289.14110.85998.3151.68556.723841.000bicubic+4.443+1.051+20
132cait_xs24_38489.13910.86198.2901.71026.673841.000bicubic+5.077+1.402+65
133maxvit_tiny_tf_384.in1k89.12010.88098.2111.78930.983841.000bicubic+4.014+0.677-8
134ig_resnext101_32x48d89.12010.88098.1301.870828.412240.875bilinear+3.692+0.558-29
135ig_resnext101_32x32d89.11110.88998.1811.819468.532240.875bilinear+4.017+0.743-7
136maxvit_small_tf_384.in1k89.10310.89798.1641.83669.023841.000bicubic+3.569+0.700-36
137tf_efficientnet_b7.ra_in1k89.08610.91498.1831.81766.356000.949bicubic+4.150+0.979+1
138ecaresnet269d89.06910.93198.2341.766102.093521.000bicubic+4.093+1.008-2
139vit_base_patch32_clip_384.openai_ft_in12k_in1k89.05110.94998.2851.71488.303840.950bicubic+3.839+0.883-20
140xcit_large_24_p16_224_dist89.04110.95998.0641.937189.102241.000bicubic+4.123+0.9310
141resmlp_big_24_224_in22ft1k89.01110.98998.2151.785129.142240.875bicubic+4.617+1.333+33
142dm_nfnet_f289.00910.99198.1891.810193.783520.920bicubic+3.945+0.950-10
143xcit_small_12_p8_224_dist89.00210.99898.0781.92226.212241.000bicubic+4.770+1.300+43
144efficientnetv2_rw_m.agc_in1k88.98711.01398.2131.78753.244161.000bicubic+4.179+1.065+2
145convnext_large.fb_in1k88.98511.01598.0401.960197.772881.000bicubic+4.139+0.828-1
146regnetz_040h88.95111.04998.2021.79828.943201.000bicubic+4.457+1.196+17
147mvitv2_large88.94511.05597.9672.033217.992240.900bicubic+3.695+0.753-30
148tf_efficientnet_b5.ap_in1k88.93811.06298.1641.83630.394560.934bicubic+4.686+1.190+36
149dm_nfnet_f188.92511.07598.1151.885132.633200.910bicubic+4.299+1.015+5
150deit3_medium_patch16_224_in21ft1k88.92111.07998.3001.70038.852241.000bicubic+4.361+1.112+7
151deit3_base_patch16_38488.92111.07998.0461.95486.883841.000bicubic+3.849+0.768-19
152volo_d1_22488.90811.09298.0311.96826.632240.960bicubic+4.744+1.255+41
153tf_efficientnetv2_s.in21k_ft_in1k88.90411.09698.2771.72321.463841.000bicubic+4.602+1.025+26
154vit_base_patch16_224.augreg_in21k_ft_in1k88.86611.13498.2301.77086.572240.900bicubic+4.334+0.936+5
155regnetz_d888.85511.14598.1891.81023.373201.000bicubic+4.805+1.191+43
156convnext_tiny.fb_in22k_ft_in1k_38488.84611.15498.2981.70228.593841.000bicubic+4.766+1.156+40
157regnetz_d8_evos88.84211.15898.1321.86823.463200.950bicubic+4.792+1.138+42
158resnetrs42088.84011.16098.0341.966191.894161.000bicubic+3.832+0.910-23
159resnetrs27088.83411.16698.1361.864129.863521.000bicubic+4.400+1.166+10
160ig_resnext101_32x16d88.83411.16698.0491.951194.032240.875bilinear+4.664+0.853+33
161vit_small_r26_s32_384.augreg_in21k_ft_in1k88.81911.18198.3371.66336.473841.000bicubic+4.773+1.009+40
162vit_base_r50_s16_384.orig_in21k_ft_in1k88.80811.19298.2321.76898.953841.000bicubic+3.836+0.944-25
163xcit_medium_24_p16_224_dist88.79711.20398.0361.96484.402241.000bicubic+4.523+1.096+18
164seresnet152d88.79511.20598.1721.82866.843201.000bicubic+4.433+1.132+14
165maxxvit_rmlp_small_rw_25688.79111.20998.0611.93966.012560.950bicubic+4.163+0.999-12
166xcit_tiny_24_p8_384_dist88.77411.22698.1601.84012.113841.000bicubic+5.034+1.526+58
167swsl_resnext101_32x8d88.77011.23098.1471.85388.792240.875bilinear+4.486+0.971+13
168resnetrs20088.76311.23798.1131.88793.213201.000bicubic+4.315+1.269-3
169tf_efficientnet_b6.aa_in1k88.76111.23998.0641.93743.045280.942bicubic+4.651+1.178+25
170convnext_base.fb_in1k88.76111.23997.9312.06988.592881.000bicubic+4.327+1.1110
171resnetrs35088.75911.24198.0291.971163.963841.000bicubic+4.039+1.041-22
172deit3_large_patch16_22488.75511.24597.9142.086304.372240.900bicubic+3.991+0.876-24
173edgenext_base88.74411.25698.1451.85518.513201.000bicubic+4.784+1.377+33
174vit_base_patch16_224_miil.in21k_ft_in1k88.73711.26298.0271.97386.542240.875bilinear+4.469+1.225+8
175regnetz_04088.73111.26998.0911.90927.123201.000bicubic+4.495+1.159+10
176resnetv2_152x2_bitm88.72511.27598.3071.693236.344481.000bilinear+4.215+0.875-14
177regnety_16088.69711.30398.0681.93283.592881.000bicubic+5.011+1.292+55
178pit_b_distilled_22488.67611.32498.0931.90774.792240.900bicubic+4.532+1.237+16
179vit_small_patch16_384.augreg_in21k_ft_in1k88.65211.34898.2321.76822.203841.000bicubic+4.850+1.130+41
180regnetz_d3288.65011.35098.0811.91927.583200.950bicubic+4.628+1.215+22
181flexivit_base.1200ep_in1k88.64611.35497.9352.06586.592400.950bicubic+3.982+0.943-29
182regnety_08088.63511.36597.9702.03039.182881.000bicubic+4.703+1.082+25
183vit_medium_patch16_gap_256.in12k_ft_in1k88.63111.36998.1891.81038.862560.950bicubic+4.201+0.977-11
184eca_nfnet_l188.62411.37698.1321.86841.413201.000bicubic+4.614+1.104+20
185mvitv2_base88.62011.38097.8202.18051.472240.900bicubic+4.198+0.956-12
186maxvit_base_tf_224.in1k88.58611.41497.8482.152119.472240.950bicubic+3.726+0.858-43
187swinv2_base_window16_25688.58411.41697.8932.10787.922560.900bicubic+3.990+0.819-31
188flexivit_base.600ep_in1k88.55011.45097.9352.06586.592400.950bicubic+4.032+0.949-27
189resnetv2_152x4_bitm88.54511.45598.1891.810936.534801.000bilinear+3.629+0.749-48
190seresnextaa101d_32x8d88.54511.45598.0021.99893.592881.000bicubic+3.977+0.932-33
191resnet200d88.54311.45797.9592.04164.693201.000bicubic+4.581+1.135+14
192xcit_small_24_p16_224_dist88.53011.47097.9992.00147.672241.000bicubic+4.668+1.271+20
193resnest269e88.52211.47898.0271.973110.934160.928bicubic+4.004+1.091-33
194maxvit_rmlp_small_rw_22488.52011.48097.7752.22564.902240.900bicubic+4.036+1.013-30
195swinv2_base_window8_25688.51311.48797.8932.10787.922560.900bicubic+4.251+0.971-12
196coatnet_rmlp_2_rw_22488.50911.49197.5722.42873.882240.950bicubic+3.909+0.836-41
197seresnext101_32x8d88.50111.49997.8882.11293.572881.000bicubic+4.309+1.014-6
198gcvit_base88.49811.50297.7752.22590.322240.875bicubic+4.050+0.693-32
199crossvit_18_dagger_40888.47711.52397.8932.10744.614081.000bicubic+4.281+1.075-9
200efficientnetv2_rw_s.ra2_in1k88.47311.52797.9742.02623.943841.000bicubic+4.665+1.250+19
201flexivit_base.300ep_in1k88.47111.52997.8412.15986.592400.950bicubic+4.077+0.721-26
202resnetv2_101x3_bitm88.46411.53698.1571.843387.934481.000bilinear+4.024+0.775-35
203maxvit_small_tf_224.in1k88.45811.54297.8802.12068.932240.950bicubic+4.024+0.716-32
204maxvit_large_tf_224.in1k88.45611.54497.8052.195211.792240.950bicubic+3.530+0.833-65
205cait_s24_22488.44711.55397.9572.04346.922241.000bicubic+4.995+1.393+36
206resnetv2_50x3_bitm88.44311.55798.2001.800217.324481.000bilinear+4.429+1.076-4
207resmlp_big_24_distilled_22488.44311.55797.9402.060129.142240.875bicubic+4.855+1.292+30
208regnetv_06488.43211.56898.0611.93930.582881.000bicubic+4.720+1.313+21
209resnest200e88.43211.56898.0421.95870.203200.909bicubic+4.600+1.148+8
210seresnext101d_32x8d88.42811.57297.9572.04393.592881.000bicubic+4.058+1.041-33
211vit_large_r50_s32_224.augreg_in21k_ft_in1k88.42611.57498.0851.915328.992240.900bicubic+3.992+1.113-44
212tf_efficientnet_b3.ns_jft_in1k88.42611.57498.0291.97112.233000.904bicubic+4.378+1.119-11
213convnext_small.fb_in1k88.41311.58798.0081.99250.222881.000bicubic+4.707+1.198+18
214tf_efficientnetv2_s.in1k88.40211.59897.9272.07321.463841.000bicubic+4.508+1.229-4
215vit_base_patch16_384.orig_in21k_ft_in1k88.38911.61198.1551.84586.863841.000bicubic+4.180+0.937-27
216tresnet_v2_l88.38111.61997.9252.07546.172240.875bilinear+4.479+1.433-7
217regnetz_c16_evos88.37711.62398.0401.96013.493200.950bicubic+5.747+1.566+83
218efficientnet_b4.ra2_in1k88.37211.62897.9612.03919.343841.000bicubic+4.944+1.365+24
219resnet152d88.35511.64597.9352.06560.213201.000bicubic+4.675+1.197+14
220swinv2_small_window16_25688.35511.64597.8482.15249.732560.900bicubic+4.149+0.978-31
221tf_efficientnet_b4.ap_in1k88.34911.65197.8932.10719.343800.922bicubic+5.101+1.501+36
222maxvit_rmlp_tiny_rw_25688.34511.65597.8242.17629.152560.950bicubic+4.113+0.948-35
223deit3_small_patch16_224_in21ft1k88.32811.67298.1301.87022.062241.000bicubic+5.258+1.350+49
224tf_efficientnet_b5.ra_in1k88.32111.67997.9122.08830.394560.934bicubic+4.509+1.164-6
225regnety_06488.31711.68397.8592.14230.582881.000bicubic+4.601+1.184+2
226crossvit_15_dagger_40888.30811.69297.8712.12928.504081.000bicubic+4.470+1.089-11
227deit3_small_patch16_38488.30011.70097.8882.11222.213841.000bicubic+4.874+1.212+16
228cs3se_edgenet_x88.29111.70997.9352.06550.723201.000bicubic+4.743+1.265+10
229pvt_v2_b488.28511.71597.8142.18662.562240.900bicubic+4.569+1.094-1
230efficientformer_l788.27811.72297.8822.11882.232240.950bicubic+4.892+1.342+20
231mvitv2_small88.26111.73997.6882.31234.872240.900bicubic+4.493+1.118-8
232xcit_small_12_p16_224_dist88.25111.74997.8442.15626.252241.000bicubic+4.901+1.430+20
233resnetrs15288.25111.74997.7372.26386.623201.000bicubic+4.539+1.123-2
234deit3_base_patch16_22488.24911.75197.8092.19186.592240.900bicubic+4.457+1.225-13
235gcvit_small88.21911.78197.7862.21451.092240.875bicubic+4.335+1.128-24
236regnetv_04088.21411.78697.9722.02820.642881.000bicubic+5.020+1.312+23
237deit_base_distilled_patch16_22488.21411.78697.9142.08687.342240.900bicubic+4.826+1.426+12
238xception65p88.18011.82097.7902.21039.822990.940bicubic+5.050+1.310+27
239swinv2_small_window8_25688.18011.82097.7752.22549.732560.900bicubic+4.324+1.135-25
240xcit_tiny_24_p16_384_dist88.16111.83997.9462.05412.123841.000bicubic+5.591+1.660+68
241xcit_large_24_p8_22488.15711.84397.3872.613188.932241.000bicubic+3.765+0.731-65
242resnetv2_152x2_bit_teacher_38488.15011.85098.0511.949236.343841.000bicubic+4.306+0.933-28
243ig_resnext101_32x8d88.14611.85497.8562.14488.792240.875bilinear+5.458+1.220+53
244cait_xxs36_38488.14011.86097.9082.09217.373841.000bicubic+5.946+1.760+103
245dm_nfnet_f088.12511.87597.8542.14671.492560.900bicubic+4.739+1.282+4
246pvt_v2_b388.11211.88897.7792.22045.242240.900bicubic+4.986+1.224+21
247pvt_v2_b588.10811.89297.7012.30081.962240.900bicubic+4.368+0.989-22
248xcit_tiny_12_p8_384_dist88.10311.89797.9182.0826.713841.000bicubic+5.715+1.694+77
249swsl_resnext101_32x4d88.09911.90197.9672.03344.182240.875bilinear+4.869+1.207+9
250xception6588.07611.92497.7522.24839.922990.940bicubic+4.896+1.160+11
251swin_s3_base_22488.04811.95297.6562.34471.132240.900bicubic+4.118+0.994-43
252xcit_tiny_24_p8_224_dist88.04111.95997.8142.18612.112241.000bicubic+5.480+1.748+57
253maxvit_tiny_tf_224.in1k88.02011.98097.8142.18630.922240.950bicubic+4.622+1.226-7
254gcvit_tiny88.00311.99797.7282.27228.222240.875bicubic+4.603+1.330-9
255cs3sedarknet_x87.98412.01697.7992.20135.402881.000bicubic+5.330+1.445+43
256eca_nfnet_l087.98012.02097.8712.12924.142881.000bicubic+5.400+1.381+50
257efficientformer_l387.97112.02997.7092.29131.412240.950bicubic+5.421+1.461+54
258nfnet_l087.96712.03397.8672.13335.072881.000bicubic+5.217+1.351+33
259xcit_small_24_p8_22487.96512.03597.5812.41947.632241.000bicubic+4.127+0.945-43
260tf_efficientnet_b4.aa_in1k87.96312.03797.7392.26119.343800.922bicubic+4.941+1.439+17
261coatnet_1_rw_22487.94812.05297.4552.54541.722240.950bicubic+4.340+1.067-26
262resnet101d87.94112.05997.9082.09244.573201.000bicubic+4.919+1.462+14
263regnety_03287.93712.06397.8912.10919.442881.000bicubic+5.213+1.467+29
264mobilevitv2_200_384_in22ft1k87.92612.07497.8202.18018.453841.000bicubic+4.532+1.240-17
265swinv2_cr_small_ns_22487.92012.08097.6682.33249.702240.900bicubic+4.432+1.182-25
266regnety_04087.91512.08597.8842.11620.652881.000bicubic+4.877+1.374+8
267sequencer2d_l87.91512.08597.6962.30454.302240.875bicubic+4.509+1.190-23
268vit_base_patch32_384.augreg_in21k_ft_in1k87.90912.09198.0121.98888.303841.000bicubic+4.559+1.176-16
269twins_svt_large87.90112.09997.5812.41999.272240.900bicubic+4.223+0.987-35
270coatnet_rmlp_1_rw_22487.89212.10897.6282.37241.692240.950bicubic+4.534+1.172-19
271twins_pcpvt_large87.87712.12397.8562.14460.992240.900bicubic+4.737+1.258-7
272regnetz_c1687.86012.14097.8182.18213.463200.940bicubic+5.342+1.746+42
273swin_s3_small_22487.85412.14697.4312.56849.742240.900bicubic+4.084+0.981-51
274maxvit_tiny_rw_22487.85212.14997.6432.35729.062240.950bicubic+4.347+1.141-35
275deit_base_patch16_38487.84512.15597.5102.49086.863841.000bicubic+4.739+1.138-6
276mobilevitv2_175_384_in22ft1k87.84112.15997.7262.27414.253841.000bicubic+4.899+1.300+3
277convnext_nano.in12k_ft_in1k87.83412.16697.8882.11215.592881.000bicubic+4.976+1.332+7
278xcit_small_12_p8_22487.82812.17297.5682.43226.212241.000bicubic+4.484+1.088-23
279flexivit_small.1200ep_in1k87.81512.18597.6152.38522.062400.950bicubic+5.289+1.479+33
280tf_efficientnetv2_b3.in21k_ft_in1k87.81312.18797.8932.10714.363000.900bicubic+5.141+1.269+17
281vit_base_patch32_clip_224.laion2b_ft_in12k_in1k87.81312.18797.7542.24688.222240.900bicubic+4.507+1.224-25
282flexivit_small.600ep_in1k87.81112.18997.5812.41922.062400.950bicubic+5.457+1.495+46
283maxxvit_rmlp_nano_rw_25687.80212.19897.7562.24416.782560.950bicubic+4.772+1.412-9
284deit3_medium_patch16_22487.80212.19897.6492.35138.852240.900bicubic+4.722+1.357-13
285tresnet_xl_44887.79612.20497.4592.54178.444480.875bilinear+4.746+1.285-12
286resnetv2_50x1_bit_distilled87.78712.21397.8992.10125.552240.875bicubic+4.969+1.3770
287convnext_tiny.fb_in1k87.76212.23897.5852.41528.592881.000bicubic+5.062+1.449+8
288twins_pcpvt_base87.73612.26497.7262.27443.832240.900bicubic+5.028+1.380+4
289tresnet_m87.73612.26497.5232.47731.392240.875bilinear+4.656+1.405-17
290mvitv2_tiny87.72112.27997.5552.44524.172240.900bicubic+5.317+1.399+31
291maxvit_rmlp_nano_rw_25687.71912.28197.5792.42115.502560.950bicubic+4.757+1.309-13
292gc_efficientnetv2_rw_t.agc_in1k87.71512.28597.8072.19313.682881.000bicubic+5.251+1.509+26
293resnetv2_101x1_bitm87.68112.31997.9402.06044.544481.000bilinear+5.349+1.984+39
294swin_small_patch4_window7_22487.66412.33697.5662.43449.612240.900bicubic+4.452+1.244-35
295mobilevitv2_150_384_in22ft1k87.65712.34397.6492.35110.593841.000bicubic+5.063+1.331+7
296efficientnetv2_rw_t.ra2_in1k87.64412.35697.6882.31213.652881.000bicubic+5.296+1.492+33
297twins_svt_base87.63812.36297.5232.47756.072240.900bicubic+4.502+1.105-32
298pnasnet5large87.63612.36497.4852.51586.063310.911bicubic+4.854+1.445-9
299cs3edgenet_x87.61912.38197.6542.34647.822881.000bicubic+4.917+1.284-5
300swsl_resnext101_32x16d87.61512.38697.8202.180194.032240.875bilinear+4.269+0.974-48
301flexivit_small.300ep_in1k87.61512.38697.6132.38722.062400.950bicubic+5.443+1.589+50
302swinv2_tiny_window16_25687.61512.38697.5622.43828.352560.900bicubic+4.805+1.330-14
303maxvit_nano_rw_25687.61012.39097.5232.47715.452560.950bicubic+4.678+1.301-23
304jx_nest_base87.60612.39497.5212.47967.722240.875bicubic+4.054+1.151-67
305swsl_resnext50_32x4d87.60012.40097.6512.34925.032240.875bilinear+5.418+1.421+43
306xcit_medium_24_p8_22487.60012.40097.1992.80184.322241.000bicubic+3.866+0.805-80
307sequencer2d_m87.56512.43597.5812.41938.312240.875bicubic+4.759+1.313-19
308tf_efficientnet_b2.ns_jft_in1k87.55712.44397.6282.3729.112600.890bicubic+5.177+1.380+18
309levit_38487.55312.44797.5452.45539.132240.900bicubic+4.967+1.529-5
310ecaresnet50t87.53812.46297.6432.35725.573200.950bicubic+5.192+1.505+20
311vit_base_patch32_clip_224.laion2b_ft_in1k87.53512.46497.5532.44788.222240.900bicubic+4.954+1.351-6
312vit_base_patch16_rpn_224.in1k87.50812.49297.4892.51186.542240.900bicubic+5.306+1.493+33
313pvt_v2_b2_li87.50412.49697.4782.52222.552240.900bicubic+5.308+1.374+33
314edgenext_small87.50112.49997.5832.4175.593201.000bicubic+5.933+1.877+75
315coatnet_bn_0_rw_22487.49912.50197.5472.45327.442240.950bicubic+5.101+1.365+8
316resnetv2_152x2_bit_teacher87.49312.50797.8122.188236.342240.875bicubic+4.631+1.244-33
317jx_nest_small87.48912.51197.5172.48338.352240.875bicubic+4.368+1.189-49
318vit_relpos_base_patch16_clsgap_224.sw_in1k87.46912.53197.5252.47486.432240.900bicubic+4.707+1.351-28
319vit_relpos_base_patch16_224.sw_in1k87.46312.53797.5582.44286.432240.900bicubic+4.979+1.416-3
320resnet15287.46112.53997.4022.59860.192240.950bicubic+4.639+1.276-35
321fbnetv3_g.ra2_in1k87.45212.54897.5472.45316.622880.950bilinear+5.404+1.483+37
322resnext101_64x4d87.44412.55697.4422.55883.462881.000bicubic+4.296+1.070-60
323efficientnet_b3.ra2_in1k87.43512.56597.6812.31912.233201.000bicubic+5.193+1.567+18
324resnet61q87.43512.56597.5982.40236.852881.000bicubic+4.911+1.468-11
325cait_xxs24_38487.41612.58497.6192.38112.033841.000bicubic+6.450+1.973+110
326cs3darknet_x87.40112.59997.6072.39335.052881.000bicubic+5.173+1.373+17
327cs3sedarknet_l87.39712.60397.5702.43021.912880.950bicubic+5.623+1.602+52
328resnet51q87.39512.60597.5872.41335.702881.000bilinear+5.035+1.407-1
329xcit_tiny_24_p8_22487.38012.62097.6282.37212.112241.000bicubic+5.480+1.652+41
330coat_lite_small87.38012.62097.3652.63519.842240.900bicubic+5.072+1.515+6
331tresnet_l_44887.37712.62397.4852.51555.994480.875bilinear+5.109+1.509+9
332sequencer2d_s87.37512.62597.3892.61127.652240.875bicubic+5.033+1.359-1
333pvt_v2_b287.37312.62797.5172.48325.362240.900bicubic+5.297+1.555+21
334swinv2_cr_small_22487.37112.62997.3442.65649.702240.900bicubic+4.225+1.250-71
335vit_relpos_medium_patch16_cls_224.sw_in1k87.36912.63197.4532.54738.762240.900bicubic+4.807+1.283-25
336nasnetalarge87.35012.65097.4172.58388.753310.911bicubic+4.730+1.371-35
337crossvit_18_dagger_24087.34612.65597.4572.54344.272400.875bicubic+4.828+1.097-22
338crossvit_18_24087.31612.68497.4832.51743.272400.875bicubic+4.916+1.429-16
339resnetv2_10187.30712.69397.3232.67744.542240.950bicubic+5.277+1.463+20
340ecaresnet101d87.28812.71297.5622.43844.572240.875bicubic+5.116+1.516+9
341resnest101e87.28412.71697.5602.44048.282560.875bilinear+4.394+1.240-59
342gcvit_xtiny87.28112.71997.4812.51919.982240.875bicubic+5.329+1.515+24
343pit_s_distilled_22487.27712.72397.5002.50024.042240.900bicubic+5.281+1.702+18
344coatnet_rmlp_nano_rw_22487.27512.72597.4402.56015.152240.900bicubic+5.211+1.570+11
345resnetv2_50d_gn87.26012.74097.5132.48725.572880.950bicubic+5.444+1.589+30
346vit_relpos_medium_patch16_rpn_224.sw_in1k87.25812.74297.4422.55838.732240.900bicubic+4.960+1.468-9
347resnetrs10187.24712.75397.4572.54363.622880.940bicubic+4.959+1.519-9
348coatnext_nano_rw_22487.23912.76197.5492.45114.702240.900bicubic+5.291+1.631+19
349poolformer_m4887.23912.76197.3082.69273.472240.950bicubic+4.777+1.350-30
350mixer_b16_224_miil87.22612.77497.4102.59059.882240.875bilinear+4.918+1.694-14
351xcit_tiny_12_p8_224_dist87.22412.77697.4442.5566.712241.000bicubic+6.012+1.844+63
352tresnet_xl87.22412.77697.4002.60078.442240.875bilinear+5.170+1.463+6
353xcit_tiny_12_p16_384_dist87.20212.79897.4662.5346.723841.000bicubic+6.262+2.056+85
354convit_base87.20012.80097.2862.71486.542240.875bicubic+4.912+1.278-15
355resnetv2_50d_evos87.19412.80697.3612.63925.592880.950bicubic+5.218+1.445+7
356tf_efficientnet_b3.ap_in1k87.19212.80897.3802.62012.233000.904bicubic+5.370+1.756+18
357visformer_small87.18112.81997.3232.67740.222240.900bicubic+5.075+1.451-4
358vit_base_patch32_clip_224.openai_ft_in1k87.17712.82397.4632.53788.222240.900bicubic+5.247+1.495+12
359crossvit_15_dagger_24087.17212.82897.4382.56228.212400.875bicubic+4.841+0.920-26
360vit_srelpos_medium_patch16_224.sw_in1k87.16812.83297.3142.68638.742240.900bicubic+4.932+1.380-18
361convnext_tiny_hnf.a2h_in1k87.14312.85797.2932.70728.592881.000bicubic+4.553+1.277-58
362vit_relpos_medium_patch16_224.sw_in1k87.14112.86097.5042.49638.752240.900bicubic+4.675+1.416-45
363xcit_small_24_p16_22487.13212.86897.2592.74147.672241.000bicubic+4.552+1.255-56
364swin_s3_tiny_22487.12812.87297.3032.69728.332240.900bicubic+5.006+1.355-13
365coatnet_0_rw_22487.11912.88197.2242.77627.442240.950bicubic+4.729+1.388-41
366swinv2_tiny_window8_25687.07612.92497.5152.48528.352560.900bicubic+5.270+1.521+10
367resnet10187.06812.93297.2632.73744.552240.950bicubic+5.130+1.509+2
368mobilevitv2_200_in22ft1k87.05312.94797.4292.57118.452560.888bicubic+4.729+1.489-35
369convit_small87.05312.94797.3502.65027.782240.875bicubic+5.627+1.606+33
370crossvit_15_24087.05112.94997.4232.57727.532400.875bicubic+5.515+1.731+21
371xception41p87.04912.95197.2052.79526.912990.940bicubic+5.091+1.411-6
372tf_efficientnetv2_b3.in1k87.03212.96897.3032.69714.363000.904bicubic+5.062+1.521-8
373regnetz_b1687.01712.98397.4292.5719.722880.940bicubic+6.301+1.951+78
374xcit_small_12_p16_22487.01012.99097.2482.75226.252241.000bicubic+5.036+1.432-12
375deit3_small_patch16_22487.01012.99097.1692.83122.062240.900bicubic+5.624+1.719+32
376jx_nest_tiny87.00812.99297.3782.62217.062240.875bicubic+5.594+1.762+27
377swinv2_cr_tiny_ns_22487.00013.00097.2842.71628.332240.900bicubic+5.210+1.4600
378deit_small_distilled_patch16_22486.99313.00797.3162.68422.442240.900bicubic+5.793+1.938+38
379resmlp_36_distilled_22486.99313.00797.2782.72244.692240.875bicubic+5.833+1.790+40
380coatnet_nano_rw_22486.98913.01197.2422.75915.142240.900bicubic+5.289+1.603+1
381xcit_large_24_p16_22486.95513.04596.9213.079189.102241.000bicubic+4.059+1.039-100
382poolformer_m3686.94813.05297.1482.85256.172240.950bicubic+4.838+1.460-30
383mobilevitv2_175_in22ft1k86.94413.05697.3332.66714.252560.888bicubic+5.000+1.541-15
384xcit_medium_24_p16_22486.93613.06597.1012.89984.402241.000bicubic+4.300+1.125-85
385tnt_s_patch16_22486.90313.09797.3682.63223.762240.900bicubic+5.385+1.620+8
386vit_relpos_small_patch16_224.sw_in1k86.89913.10197.4892.51121.982240.900bicubic+5.437+1.661+13
387vit_small_patch16_224.augreg_in21k_ft_in1k86.86913.13197.6132.38722.052240.900bicubic+5.467+1.479+17
388vit_small_r26_s32_224.augreg_in21k_ft_in1k86.86313.13797.5282.47236.432240.900bicubic+5.005+1.506-16
389ssl_resnext101_32x16d86.85613.14397.5172.483194.032240.875bilinear+5.013+1.421-16
390convmixer_1536_2086.85213.14897.3462.65451.632240.960bicubic+5.476+1.732+18
391rexnet_20086.84613.15497.2762.72416.372240.875bicubic+5.214+1.608-6
392tf_efficientnet_b3.aa_in1k86.83513.16597.2972.70312.233000.904bicubic+5.199+1.579-8
393deit_base_patch16_22486.82913.17197.0492.95186.572240.900bicubic+4.831+1.315-33
394tresnet_m_44886.82013.18097.2122.78831.394480.875bilinear+5.106+1.640-14
395swsl_resnet5086.80713.19397.4982.50225.562240.875bilinear+5.641+2.402+21
396ssl_resnext101_32x8d86.80713.19397.4662.53488.792240.875bilinear+5.191+1.428-8
397tf_efficientnet_lite4.in1k86.80313.19797.2632.73713.013800.920bilinear+5.267+1.595-5
398coat_mini86.79313.20797.1622.83710.342240.900bicubic+5.525+1.770+14
399vit_base_patch16_224.orig_in21k_ft_in1k86.77813.22397.4382.56286.572240.900bicubic+4.992+1.316-22
400resnetaa5086.77813.22397.3952.60525.562881.000bicubic+5.156+1.587-13
401tresnet_l86.76713.23397.2712.72955.992240.875bilinear+5.279+1.647-5
402cs3darknet_l86.75613.24497.4662.53421.162880.950bicubic+5.860+1.796+39
403twins_svt_small86.75613.24497.1752.82524.062240.900bicubic+5.074+1.505-21
404cs3darknet_focus_l86.74313.25797.3762.62421.152880.950bicubic+5.859+1.694+39
405mobilevitv2_150_in22ft1k86.73913.26197.2222.77810.592560.888bicubic+5.261+1.548-8
406crossvit_base_24086.73313.26797.1202.880105.032400.875bicubic+4.517+1.290-62
407levit_25686.72813.27297.2592.74118.892240.900bicubic+5.218+1.769-13
408convnext_nano_ols.d1h_in1k86.72213.27897.0492.95115.652881.000bicubic+5.112+1.409-20
409vit_srelpos_small_patch16_224.sw_in1k86.69913.30197.2502.75021.972240.900bicubic+5.605+1.918+16
410seresnext50_32x4d86.69913.30197.2142.78627.562240.875bicubic+5.433+1.594+4
411crossvit_small_24086.68613.31497.2732.72726.862400.875bicubic+5.666+1.814+20
412pit_b_22486.68613.31496.8983.10273.762240.900bicubic+4.240+1.188-92
413halo2botnet50ts_25686.68113.31997.0902.91022.642560.950bicubic+4.621+1.454-57
414tf_efficientnet_b1.ns_jft_in1k86.66913.33197.3782.6227.792400.882bicubic+5.281+1.640-9
415swin_tiny_patch4_window7_22486.66413.33697.1972.80328.292240.900bicubic+5.286+1.657-8
416gernet_l86.65413.34697.1862.81431.082560.875bilinear+5.300+1.650-7
417wide_resnet50_286.64713.35397.2142.78668.882240.875bicubic+5.191+1.682-17
418poolformer_s3686.63913.36197.1582.84230.862240.900bicubic+5.223+1.712-16
419efficientnet_el.ra_in1k86.63513.36697.1752.82510.593000.904bicubic+5.319+1.649-9
420resmlp_24_distilled_22486.62213.37897.1352.86530.022240.875bicubic+5.856+1.917+28
421twins_pcpvt_small86.62013.38097.3402.66024.112240.900bicubic+5.532+1.698+7
422nf_resnet5086.60913.39197.2932.70725.562880.940bicubic+5.947+1.957+30
423resnest50d_4s2x40d86.59213.40897.2692.73130.422240.875bicubic+5.484+1.711+1
424efficientnet_b3_pruned.in1k86.58113.41997.1902.8109.863000.904bicubic+5.723+1.948+21
425repvgg_b386.56613.43497.1392.861123.092240.875bilinear+6.074+1.879+38
426sehalonet33ts86.56413.43697.0042.99513.692560.940bicubic+5.606+1.728+10
427sebotnet33ts_25686.55813.44296.7853.21513.702560.940bicubic+5.408+1.611-7
428xcit_tiny_24_p16_224_dist86.53613.46497.2182.78212.122241.000bicubic+6.090+2.000+43
429convnext_nano.d1h_in1k86.53013.47097.1772.82315.592881.000bicubic+5.060+1.519-31
430vit_small_patch16_384.augreg_in1k86.49613.50497.1822.81822.203841.000bicubic+5.376+1.608-8
431halonet50ts86.48313.51797.1522.84822.732560.940bicubic+4.839+1.544-48
432ssl_resnext101_32x4d86.47913.52197.4682.53244.182240.875bilinear+5.555+1.740+6
433maxvit_rmlp_pico_rw_25686.47913.52197.2032.7977.522560.950bicubic+5.963+1.991+29
434ecaresnet50d86.47013.53097.1862.81425.582240.875bicubic+5.878+1.866+21
435gcresnet50t86.47013.53097.1412.85925.902560.900bicubic+5.530+1.687+2
436gluon_resnet152_v1s86.46813.53297.1092.89160.322240.875bicubic+5.452+1.697-4
437haloregnetz_b86.46413.53696.9433.05711.682240.940bicubic+5.414+1.747-8
438mobilevitv2_20086.45113.54996.9723.02718.452560.888bicubic+5.315+1.606-17
439resnest50d_1s4x24d86.44713.55397.1482.85225.682240.875bicubic+5.459+1.826-6
440resnetv2_50x1_bitm86.43613.56497.6022.39825.554481.000bilinear+6.094+1.918+39
441repvgg_b3g486.36113.63997.0542.94683.832240.875bilinear+6.149+1.944+51
442darknetaa5386.35913.64197.1582.84236.022881.000bilinear+5.837+1.836+18
443lamhalobotnet50ts_25686.35713.64397.0622.93822.572560.950bicubic+4.813+1.558-53
444darknet5386.35513.64597.1152.88541.612881.000bicubic+5.821+1.695+14
445efficientformer_l186.34413.65697.0242.97612.292240.950bicubic+5.842+2.026+17
446legacy_senet15486.34213.65896.9283.072115.092240.875bilinear+5.032+1.432-35
447cait_xxs36_22486.34013.66097.1112.88917.302241.000bicubic+6.590+2.245+70
448resnext50_32x4d86.34013.66096.9723.02725.032240.950bicubic+5.222+1.641-25
449gernet_m86.31913.68197.0962.90421.142240.875bilinear+5.587+1.9120
450pit_s_22486.31613.68497.0452.95523.462240.900bicubic+5.222+1.475-24
451mobilevitv2_17586.31613.68496.9853.01514.252560.888bicubic+5.456+1.731-6
452vit_small_patch32_384.augreg_in21k_ft_in1k86.31213.68897.4172.58322.923841.000bicubic+5.832+1.819+12
453efficientnet_b2.ra_in1k86.30413.69696.9903.0109.112881.000bicubic+5.692+1.6720
454gluon_senet15486.27813.72296.9493.051115.092240.875bicubic+5.044+1.601-40
455gcvit_xxtiny86.24213.75897.1092.89112.002240.875bicubic+6.528+2.029+65
456resnest50d86.24013.76197.0732.92727.482240.875bilinear+5.266+1.695-22
457convmixer_768_3286.22913.77197.0342.96621.112240.960bicubic+6.065+1.962+38
458vit_base_patch16_384.augreg_in1k86.22713.77396.9683.03286.863841.000bicubic+5.125+1.636-33
459ecaresnet101d_pruned86.21013.79097.3352.66524.882240.875bicubic+5.392+1.707-13
460efficientnet_el_pruned.in1k86.19213.80797.0262.97410.593000.904bicubic+5.892+1.808+25
461cspdarknet5386.18213.81897.0132.98727.642560.887bilinear+6.124+1.929+40
462inception_v486.16913.83196.9193.08142.682990.875bicubic+6.001+1.951+32
463rexnet_15086.15413.84697.0582.9429.732240.875bicubic+5.844+1.892+20
464inception_resnet_v286.13313.86797.0432.95755.842990.897bicubic+5.675+1.737+5
465xcit_tiny_12_p8_22486.10513.89597.0842.9176.712241.000bicubic+6.411+2.031+56
466ssl_resnext50_32x4d86.08613.91497.2122.78825.032240.875bilinear+5.768+1.806+15
467tf_efficientnet_el.in1k86.08413.91696.9643.03610.593000.904bicubic+5.834+1.836+21
468mobilevitv2_15086.07513.92596.8493.15110.592560.888bicubic+5.699+1.789+7
469cspresnext5086.07313.92797.1012.89920.572560.887bilinear+5.527+1.781-12
470convnext_pico_ols.d1_in1k86.06713.93397.0172.9839.062881.000bicubic+5.603+1.775-3
471gluon_resnet101_v1s86.05413.94697.0222.97844.672240.875bicubic+5.752+1.862+13
472lambda_resnet50ts86.05413.94696.7363.26421.542560.950bicubic+4.888+0.764-54
473ecaresnetlight86.05213.94897.0692.93130.162240.875bicubic+5.590+1.821-5
474edgenext_small_rw86.04713.95396.9253.0757.833201.000bicubic+5.591+1.734-4
475poolformer_s2486.03213.96897.0282.97221.392240.900bicubic+5.716+1.990+6
476gluon_seresnext101_32x4d86.03213.96896.9773.02348.962240.875bicubic+5.128+1.683-35
477resnetv2_5086.03213.96896.9023.09825.552240.950bicubic+5.600+1.822-5
478convnext_pico.d1_in1k86.02013.98096.9413.0599.052880.950bicubic+5.594+1.882-5
479resnet50d86.00913.99196.9793.02125.582240.875bicubic+5.479+1.819-20
480seresnet33ts86.00713.99397.0112.98919.782560.900bicubic+5.655+1.905-3
481gcresnext50ts86.00713.99396.9663.03415.672560.900bicubic+5.427+1.796-24
482ecaresnet26t85.98314.01797.0412.95916.013200.950bicubic+6.129+1.957+30
483tf_efficientnet_b2.ap_in1k85.97514.02596.8103.1909.112600.890bicubic+5.675+1.782+3
484gluon_seresnext101_64x4d85.96014.04096.9793.02188.232240.875bicubic+5.066+1.671-42
485vit_base_patch32_224.augreg_in21k_ft_in1k85.95614.04497.1302.86988.222240.900bicubic+5.231+1.562-35
486fbnetv3_d.ra2_in1k85.92414.07697.0262.97410.312560.950bilinear+6.243+2.082+38
487gluon_resnet152_v1d85.91714.08396.8123.18860.212240.875bicubic+5.443+1.606-21
488vit_large_patch32_384.orig_in21k_ft_in1k85.90914.09197.3682.632306.633841.000bicubic+4.403+1.276-93
489tf_efficientnet_b2.aa_in1k85.90214.09896.8623.1399.112600.890bicubic+5.816+1.954+9
490tf_efficientnetv2_b2.in1k85.90014.10096.8893.11110.102600.890bicubic+5.692+1.847+3
491resnet50_gn85.88114.11996.8513.14925.562240.940bicubic+5.829+1.905+11
492vit_base_patch16_224.sam85.87714.12396.6973.30386.572240.900bicubic+5.635+1.941-2
493seresnet5085.85714.14397.0042.99528.092240.875bicubic+5.583+1.934-6
494repvgg_b2g485.85514.14596.8123.18861.762240.875bilinear+6.489+2.124+45
495gluon_resnet101_v1d85.84914.15196.6633.33744.572240.875bicubic+5.435+1.649-21
496gcresnet33ts85.81514.18596.8983.10219.882560.900bicubic+5.733+1.900+3
497mixnet_xl.ra_in1k85.79814.20296.7123.28811.902240.875bicubic+5.322+1.776-32
498ens_adv_inception_resnet_v285.78114.22096.7613.23955.842990.897bicubic+5.799+1.823+6
499tf_efficientnet_lite3.in1k85.75514.24596.8873.1138.203000.904bilinear+5.935+1.973+16
500ese_vovnet39b85.75114.24996.8913.10924.572240.875bicubic+6.431+2.179+41
501legacy_seresnext101_32x4d85.74614.25496.7573.24348.962240.875bilinear+5.518+1.739-11
502gluon_resnext101_32x4d85.74614.25496.6353.36544.182240.875bicubic+5.412+1.709-21
503eca_resnet33ts85.74014.26096.9003.10019.682560.900bicubic+5.662+1.930-3
504xcit_tiny_24_p16_22485.73414.26796.9383.06212.122241.000bicubic+6.290+2.056+33
505regnety_32085.72514.27596.7253.275145.052240.875bicubic+4.915+1.481-58
506cspresnet5085.72114.27996.7953.20521.622560.887bilinear+6.147+2.083+23
507resnet5085.70614.29496.4943.50625.562240.950bicubic+5.332+1.880-31
508xception7185.69714.30396.7763.22442.342990.903bicubic+5.823+1.854+1
509resmlp_big_24_22485.69514.30596.4263.574129.142240.875bicubic+4.667+1.404-79
510gluon_resnext101_64x4d85.69314.30796.6443.35683.462240.875bicubic+5.089+1.656-56
511efficientnet_em.ra2_in1k85.68414.31696.9383.0626.902400.882bicubic+6.432+2.144+41
512deit_small_patch16_22485.67814.32296.9063.09422.052240.900bicubic+5.822+1.854-2
513pit_xs_distilled_22485.65714.34396.6673.33311.002240.900bicubic+6.351+2.303+32
514efficientnet_b2_pruned.in1k85.64214.35896.7463.2548.312600.890bicubic+5.726+1.890-8
515dpn10785.64014.36096.7293.27186.922240.875bicubic+5.484+1.819-19
516resmlp_36_22485.62014.38096.7953.20544.692240.875bicubic+5.850+1.9090
517mobilevitv2_12585.58414.41696.6653.3357.482560.888bicubic+5.900+1.815+6
518ecaresnet50d_pruned85.58014.42096.9363.06419.942240.875bicubic+5.864+2.0560
519levit_19285.58014.42096.7403.26010.952240.900bicubic+5.738+1.954-7
520gluon_resnet152_v1c85.58014.42096.6463.35460.212240.875bicubic+5.670+1.806-12
521resnext50d_32x4d85.56914.43196.7483.25225.052240.875bicubic+5.893+1.882+4
522tf_efficientnetv2_b1.in1k85.56114.43996.7273.2738.142400.882bicubic+6.099+2.005+13
523regnety_12085.54314.45796.7853.21551.822240.875bicubic+5.177+1.659-46
524fbnetv3_b.ra2_in1k85.52414.47696.8623.1398.602560.950bilinear+6.374+2.116+36
525regnetx_32085.52414.47696.6693.331107.812240.875bicubic+5.278+1.643-36
526nf_regnet_b185.50514.49596.7913.20910.222880.900bicubic+6.213+2.043+21
527dpn9285.49414.50696.6353.36537.672240.875bicubic+5.486+1.799-24
528gluon_resnet152_v1b85.47514.52596.5503.45060.192240.875bicubic+5.789+1.814-6
529rexnet_13085.47314.52796.6843.3167.562240.875bicubic+5.973+2.002+2
530resnetrs5085.46214.53896.7363.26435.692240.910bicubic+5.570+1.767-22
531dpn13185.39814.60296.6393.36179.252240.875bicubic+5.576+1.929-17
532convnext_tiny.fb_in22k_ft_in1k85.39014.61096.7993.20028.592881.000bicubic+6.482+2.125+41
533regnetx_16085.39014.61096.6373.36354.282240.875bicubic+5.534+1.807-22
534dla102x285.36614.63496.6293.37141.282240.875bilinear+5.918+1.989+2
535gmlp_s16_22485.35314.64696.6483.35219.422240.875bicubic+5.712+2.050-9
536botnet26t_25685.34314.65796.6293.37112.492560.950bicubic+6.071+2.101+15
537gluon_seresnext50_32x4d85.33614.66496.6673.33327.562240.875bicubic+5.418+1.845-32
538skresnext50_32x4d85.31314.68796.3903.61027.482240.875bicubic+5.157+1.748-41
539dpn9885.31114.68996.4693.53161.572240.875bicubic+5.669+1.841-12
540gluon_resnet101_v1c85.30414.69696.4053.59544.572240.875bicubic+5.770+1.827-10
541lambda_resnet26t85.30014.70096.7183.28210.962560.940bicubic+6.204+2.126+21
542dpn68b85.29114.70996.4643.53612.612240.875bicubic+6.076+2.050+12
543resnetblur5085.28314.71796.5313.47025.562240.875bicubic+5.997+1.892+5
544resmlp_24_22485.26814.73296.4923.50830.022240.875bicubic+5.894+1.946-6
545convnext_femto_ols.d1_in1k85.25514.74596.7703.2305.232880.950bicubic+6.321+2.238+26
546coat_lite_mini85.25114.74996.6803.32011.012240.900bicubic+6.163+2.076+17
547cait_xxs24_22485.22814.77396.7123.28811.962241.000bicubic+6.842+2.402+55
548resnet33ts85.22814.77396.6273.37319.682560.900bicubic+6.014+2.053+7
549xcit_tiny_12_p16_224_dist85.20814.79296.5973.4036.722241.000bicubic+6.630+2.401+40
550pvt_v2_b185.19814.80296.6223.37814.012240.900bicubic+6.504+2.130+35
551halonet26t85.19514.80596.4623.53812.482560.950bicubic+6.096+2.150+10
552resnext101_32x8d85.18714.81396.4453.55588.792240.875bilinear+5.879+1.927-10
553gluon_inception_v385.18314.81796.5263.47423.832990.875bicubic+6.377+2.156+25
554resnet32ts85.15514.84596.6243.37617.962560.900bicubic+6.151+2.269+14
555convnext_femto.d1_in1k85.15114.84996.7083.2925.222880.950bicubic+6.447+2.274+29
556hrnet_w4885.15114.84996.4923.50877.472240.875bilinear+5.851+1.980-10
557gluon_xception6585.14814.85196.5973.40339.922990.903bicubic+5.433+1.737-38
558gluon_resnet101_v1b85.14214.85896.3663.63444.552240.875bicubic+5.836+1.842-14
559eca_halonext26ts85.13114.86996.5843.41610.762560.940bicubic+5.645+1.986-27
560regnetx_12085.13114.86996.4773.52346.112240.875bicubic+5.535+1.739-32
561xception85.12914.87196.4713.52922.862990.897bicubic+6.077+2.079+6
562tf_efficientnet_b1.ap_in1k85.12714.87396.4053.5957.792400.882bicubic+5.847+2.099-13
563eca_botnext26ts_25685.12514.87596.5093.49110.592560.950bicubic+5.851+1.895-13
564hrnet_w6485.11914.88196.7443.256128.062240.875bilinear+5.645+2.092-30
565ssl_resnet5085.09714.90396.8663.13425.562240.875bilinear+5.875+2.034-12
566lambda_resnet26rpt_25685.09514.90596.5603.44010.992560.940bicubic+6.125+2.130+4
567res2net101_26w_4s85.09314.90796.3813.61945.212240.875bilinear+5.895+1.949-10
568tf_efficientnet_cc_b1_8e.in1k85.06314.93796.4223.57839.722400.882bicubic+5.755+2.052-25
569res2net50_26w_8s85.03114.96996.4193.58048.402240.875bilinear+5.831+2.052-13
570xcit_nano_12_p8_384_dist85.02914.97196.6293.3713.053841.000bicubic+7.209+2.593+64
571resnest26d85.00814.99296.6373.36317.072240.875bilinear+6.530+2.339+24
572gluon_resnext50_32x4d84.99515.00596.4263.57425.032240.875bicubic+5.641+2.000-32
573tf_efficientnet_b0.ns_jft_in1k84.98415.01696.5033.4975.292240.875bicubic+6.326+2.127+15
574coat_tiny84.97615.02496.4093.5915.502240.900bicubic+6.542+2.371+25
575dla16984.92015.08096.5353.46553.392240.875bilinear+6.232+2.199+11
576tf_efficientnet_b1.aa_in1k84.91815.08296.3643.6367.792400.882bicubic+6.092+2.166+1
577mobilevitv2_10084.90515.09596.3853.6154.902560.888bicubic+6.815+2.221+41
578legacy_seresnext50_32x4d84.90115.09996.4343.56627.562240.875bilinear+5.823+1.998-14
579hrnet_w4484.88415.11696.4343.56667.062240.875bilinear+5.988+2.066-5
580gluon_resnet50_v1s84.86215.13896.4433.55725.682240.875bicubic+6.150+2.205+3
581regnetx_08084.86215.13896.4343.56639.572240.875bicubic+5.668+1.874-23
582levit_12884.84315.15796.3603.6409.212240.900bicubic+6.357+2.350+11
583gluon_resnet50_v1d84.83215.16896.3983.60225.582240.875bicubic+5.758+1.928-18
584dla60_res2next84.83015.17096.4113.58917.032240.875bilinear+6.390+2.259+14
585vit_tiny_patch16_384.augreg_in21k_ft_in1k84.82815.17296.7083.2925.793841.000bicubic+6.398+2.166+15
586mixnet_l.ft_in1k84.82215.17896.3283.6727.332240.875bicubic+5.846+2.146-17
587tv_resnet15284.81515.18596.2253.77560.192240.875bilinear+6.503+2.187+20
588dla102x84.81315.18796.5523.44826.312240.875bilinear+6.303+2.324+3
589dla60_res2net84.81315.18796.4813.51920.852240.875bilinear+6.349+2.275+8
590pit_xs_22484.79215.20896.4923.50810.622240.900bicubic+6.610+2.324+23
591xception4184.79215.20896.4133.58726.972990.903bicubic+6.276+2.1350
592regnetx_06484.78115.21996.4903.51026.212240.875bicubic+5.709+2.032-26
593hrnet_w4084.74315.25796.5543.44657.562240.875bilinear+5.823+2.084-21
594res2net50_26w_6s84.72615.27496.2813.71937.052240.875bilinear+6.156+2.157-4
595repvgg_b284.72415.27696.4693.53189.022240.875bilinear+5.932+2.055-15
596vit_base_patch32_384.augreg_in1k84.72215.27896.3193.68188.303841.000bicubic+5.962+2.091-14
597resmlp_12_distilled_22484.71315.28796.2253.77515.352240.875bicubic+6.769+2.667+29
598cs3darknet_m84.70415.29696.4883.5129.312880.950bicubic+7.068+2.474+41
599legacy_seresnet15284.70415.29696.4173.58366.822240.875bilinear+6.044+2.047-12
600selecsls60b84.65715.34396.3003.70032.772240.875bicubic+6.245+2.126+1
601hrnet_w3284.65115.34996.4073.59341.232240.875bilinear+6.201+2.221-4
602bat_resnext26ts84.63815.36296.2723.72810.732560.900bicubic+6.396+2.172+8
603tf_efficientnetv2_b0.in1k84.62515.37596.2743.7267.142240.875bicubic+6.269+2.250+2
604efficientnet_b1.ft_in1k84.60815.39296.3323.6687.792561.000bicubic+5.814+1.990-25
605regnetx_04084.60015.40096.3833.61722.122240.875bicubic+6.118+2.139-11
606efficientnet_es.ra_in1k84.59115.40996.3113.6895.442240.875bicubic+6.525+2.385+13
607vit_relpos_base_patch32_plus_rpn_256.sw_in1k84.59115.40996.0053.995119.422560.900bicubic+5.111+1.867-74
608hrnet_w3084.57215.42896.3883.61237.712240.875bilinear+6.366+2.166+4
609tf_mixnet_l.in1k84.56415.43796.2443.7567.332240.875bicubic+5.790+2.246-28
610wide_resnet101_284.55715.44396.3493.651126.892240.875bilinear+5.701+2.067-35
611vit_small_patch16_224.augreg_in1k84.53815.46296.2763.72422.052240.900bicubic+5.692+1.992-35
612dla60x84.52315.47796.2853.71517.352240.875bilinear+6.277+2.267-4
613legacy_seresnet10184.50415.49696.3303.67049.332240.875bilinear+6.122+2.066-10
614cs3darknet_focus_m84.47815.52296.4193.5809.302880.950bicubic+7.200+2.450+43
615resnet26t84.47615.52496.2173.78316.012560.940bicubic+6.594+2.377+14
616coat_lite_tiny84.45015.55096.3683.6325.722240.900bicubic+6.938+2.452+31
617tf_efficientnet_em.in1k84.45015.55096.1803.8206.902400.882bicubic+6.320+2.136-1
618repvgg_b184.41615.58496.2213.77957.422240.875bilinear+6.050+2.123-14
619efficientnet_b1_pruned.in1k84.39315.60796.1403.8606.332400.882bicubic+6.157+2.306-8
620vit_base_patch16_224.augreg_in1k84.39115.61096.0463.95486.572240.900bicubic+5.237+1.946-61
621res2net50_26w_4s84.36515.63596.0823.91825.702240.875bilinear+6.401+2.228+4
622hardcorenas_f84.32615.67496.0253.9758.202240.875bilinear+6.222+2.222-5
623res2net50_14w_8s84.30915.69196.0723.92925.062240.875bilinear+6.159+2.224-8
624selecsls6084.28815.71296.0953.90530.672240.875bicubic+6.306+2.2670
625mobilevit_s84.27115.72996.2643.7365.582560.900bicubic+5.959+2.118-19
626regnetx_03284.23715.76396.2473.75315.302240.875bicubic+6.065+2.159-12
627res2next5084.22615.77495.9974.00324.672240.875bilinear+5.980+2.105-18
628convnext_atto_ols.a2_in1k84.22015.78096.2233.7773.702880.950bicubic+7.004+2.543+32
629gluon_resnet50_v1c84.20715.79396.1613.83925.582240.875bicubic+6.195+2.173-7
630dla10284.19015.81096.2063.79433.272240.875bilinear+6.158+2.260-9
631gcresnext26ts84.16415.83696.0863.91410.482560.900bicubic+6.350+2.252+4
632rexnet_10084.16215.83896.2553.7454.802240.875bicubic+6.304+2.385+1
633seresnext26ts84.14915.85196.0743.92610.392560.900bicubic+6.283+2.284-3
634convnext_atto.d2_in1k84.14715.85396.2003.8003.702880.950bicubic+7.133+2.500+34
635tf_inception_v384.13615.86495.9204.08023.832990.875bicubic+6.276+2.280-3
636res2net50_48w_2s84.12615.87495.9654.03525.292240.875bilinear+6.604+2.411+10
637resnet34d84.09815.90295.9784.02221.822240.875bicubic+6.982+2.596+26
638tf_efficientnet_lite2.in1k84.09415.90696.0693.9316.092600.890bicubic+6.626+2.315+10
639xcit_tiny_12_p16_22484.09015.91196.2343.7666.722241.000bicubic+6.969+2.522+23
640efficientnet_b0.ra_in1k84.03815.96295.9564.0445.292240.875bicubic+6.340+2.424-3
641poolformer_s1284.03215.96896.1613.83911.922240.900bicubic+6.802+2.657+18
642crossvit_9_dagger_24084.01515.98596.0843.9168.782400.875bicubic+7.035+2.474+27
643hardcorenas_e83.96816.03295.8984.1018.072240.875bilinear+6.174+2.204-8
644gmixer_24_22483.96816.03295.8494.15124.722240.875bicubic+5.932+2.185-23
645tf_efficientnet_cc_b0_8e.in1k83.96616.03496.0653.93524.012240.875bicubic+6.058+2.411-17
646tv_resnext50_32x4d83.95916.04195.9604.04025.032240.875bilinear+6.339+2.264-5
647regnety_01683.95516.04596.0053.99511.202240.875bicubic+6.093+2.285-16
648gluon_resnet50_v1b83.94016.06096.0123.98825.562240.875bicubic+6.360+2.296-3
649densenet16183.90616.09496.0103.99028.682240.875bicubic+6.548+2.372+4
650adv_inception_v383.90216.09895.9354.06523.832990.875bicubic+6.320+2.199-6
651mobilenetv2_120d.ra_in1k83.89316.10795.9094.0915.832240.875bicubic+6.609+2.417+5
652seresnext26t_32x4d83.87816.12295.9314.06916.812240.875bicubic+5.892+2.185-29
653tv_resnet10183.84816.15295.8924.10844.552240.875bilinear+6.474+2.352-1
654tinynet_a.in1k83.82716.17395.8204.1816.191920.875bicubic+6.175+2.284-16
655inception_v383.76116.23995.8794.12123.832990.875bicubic+6.321+2.403-5
656hardcorenas_d83.75916.24195.7344.2667.502240.875bilinear+6.327+2.250-5
657seresnext26d_32x4d83.75416.24695.8494.15116.812240.875bicubic+6.152+2.241-15
658xcit_nano_12_p8_224_dist83.73116.26995.9604.0403.052241.000bicubic+7.407+2.870+31
659dla6083.72916.27195.9334.06722.042240.875bilinear+6.697+2.615+8
660eca_resnext26ts83.70116.29995.9484.05210.302560.900bicubic+6.249+2.382-11
661repvgg_b1g483.69916.30196.0203.98039.972240.875bilinear+6.105+2.194-18
662convmixer_1024_20_ks9_p1483.68216.31895.8964.10424.382240.960bicubic+6.736+2.538+9
663legacy_seresnet5083.66216.33795.9734.02728.092240.875bilinear+6.032+2.225-23
664tf_efficientnet_b0.ap_in1k83.65016.35095.7794.2215.292240.875bicubic+6.564+2.523+1
665skresnet3483.64116.35995.9334.06722.282240.875bicubic+6.729+2.611+9
666tf_efficientnet_cc_b0_4e.in1k83.63916.36195.7404.26013.312240.875bicubic+6.333+2.406-12
667resmlp_12_22483.57116.42995.7604.24015.352240.875bicubic+6.917+2.580+13
668densenet20183.55616.44495.8114.18920.012240.875bicubic+6.270+2.333-13
669mobilenetv3_large_100.miil_in21k_ft_in1k83.55616.44495.4524.5485.482240.875bilinear+5.640+2.542-42
670gernet_s83.52216.47895.7944.2068.172240.875bilinear+6.606+2.662+3
671legacy_seresnext26_32x4d83.51716.48395.7194.28116.792240.875bicubic+6.413+2.403-7
672tf_efficientnet_b0.aa_in1k83.51516.48595.7194.2815.292240.875bicubic+6.667+2.491+2
673mixnet_m.ft_in1k83.51516.48595.6894.3115.012240.875bicubic+6.255+2.265-14
674hrnet_w1883.50016.50095.9074.09321.302240.875bilinear+6.742+2.463+4
675densenetblur121d83.47216.52795.8224.1788.002240.875bicubic+6.885+2.630+9
676resnext26ts83.46416.53695.7284.27210.302560.900bicubic+6.684+2.598+1
677selecsls42b83.45716.54395.7454.25532.462240.875bicubic+6.283+2.355-16
678tf_efficientnet_lite1.in1k83.34416.65695.6424.3585.422400.882bicubic+6.702+2.416+3
679hardcorenas_c83.34216.65895.7064.2945.522240.875bilinear+6.288+2.548-13
680regnetx_01683.19516.80595.7404.2609.192240.875bicubic+6.245+2.320-10
681mobilenetv2_140.ra_in1k83.18216.81895.6894.3116.112240.875bicubic+6.666+2.693+6
682dpn6883.17816.82295.5974.40212.612240.875bicubic+6.860+2.620+8
683tf_efficientnet_es.in1k83.17816.82295.5854.4155.442240.875bicubic+6.584+2.3830
684xcit_nano_12_p16_384_dist83.17616.82495.7534.2473.053841.000bicubic+7.718+3.059+22
685tf_mixnet_m.in1k83.17616.82495.4614.5395.012240.875bicubic+6.234+2.309-12
686ese_vovnet19b_dw83.10916.89095.7794.2216.542240.875bicubic+6.311+2.511-10
687levit_128s83.06916.93195.5314.4697.782240.900bicubic+6.539+2.665-1
688resnet26d83.05016.95095.6044.39616.012240.875bicubic+6.354+2.454-9
689repvgg_a283.00116.99995.5894.41128.212240.875bilinear+6.541+2.585-1
690tv_resnet5082.95817.04295.4674.53325.562240.875bilinear+6.820+2.603+2
691hardcorenas_b82.87317.12895.3924.6075.182240.875bilinear+6.335+2.638-6
692densenet12182.82317.17795.5854.4157.982240.875bicubic+7.245+2.933+11
693mobilevitv2_07582.81317.18795.5764.4242.872560.888bicubic+7.191+2.808+9
694vit_tiny_r_s16_p8_384.augreg_in21k_ft_in1k82.69117.30995.8454.1556.363841.000bicubic+6.739+2.585+1
695densenet16982.68317.31795.6004.40014.152240.875bicubic+6.776+2.574+2
696edgenext_x_small82.57217.42895.4614.5392.342881.000bicubic+6.883+2.695+3
697mixnet_s.ft_in1k82.52517.47695.3564.6444.132240.875bicubic+6.532+2.560-4
698vit_small_patch32_224.augreg_in21k_ft_in1k82.51417.48695.6704.33022.882240.900bicubic+6.524+2.398-4
699regnety_00882.49317.50895.4874.5136.262240.875bicubic+6.177+2.421-8
700efficientnet_lite0.ra_in1k82.38217.61995.2794.7214.652240.875bicubic+6.898+2.769+6
701resnest14d82.35217.64895.3394.66110.612240.875bilinear+6.846+2.821+4
702hardcorenas_a82.31317.68795.2944.7065.262240.875bilinear+6.397+2.780-6
703efficientnet_es_pruned.in1k82.29617.70495.3034.6975.442240.875bicubic+7.296+2.855+15
704mobilenetv3_rw.rmsp_in1k82.27517.72595.2344.7665.482240.875bicubic+6.641+2.526-3
705semnasnet_100.rmsp_in1k82.25117.74995.2304.7703.892240.875bicubic+6.803+2.626+4
706mobilenetv3_large_100.ra_in1k82.17717.82395.1964.8045.482240.875bicubic+6.410+2.654-8
707resnet3482.13817.86295.1304.87021.802240.875bilinear+7.028+2.846+8
708mobilenetv2_110d.ra_in1k82.07017.93095.0764.9234.522240.875bicubic+7.034+2.890+9
709vit_tiny_patch16_224.augreg_in21k_ft_in1k82.06617.93495.4894.5115.722240.900bicubic+6.612+2.641-1
710tf_mixnet_s.in1k82.03817.96295.1214.8794.132240.875bicubic+6.388+2.493-10
711repvgg_b082.00117.99995.1004.90015.822240.875bilinear+6.849+2.682+1
712deit_tiny_distilled_patch16_22481.99718.00395.1414.8595.912240.900bicubic+7.487+3.251+17
713mixer_b16_22481.97618.02494.4495.55159.882240.875bicubic+5.376+2.221-31
714pit_ti_distilled_22481.96718.03395.1454.8555.102240.900bicubic+7.437+3.049+14
715hrnet_w18_small_v281.96118.03995.1644.83615.602240.875bilinear+6.847+2.748-1
716tf_efficientnet_lite0.in1k81.95218.04895.1684.8324.652240.875bicubic+7.122+2.992+5
717resnet2681.94418.05695.2414.75916.002240.875bicubic+6.652+2.671-7
718tinynet_b.in1k81.87118.12994.8785.1223.731880.875bicubic+6.897+2.690+1
719tf_mobilenetv3_large_100.in1k81.84818.15295.0704.9305.482240.875bilinear+6.330+2.464-15
720tv_densenet12181.72618.27495.0344.9667.982240.875bicubic+6.988+2.884+3
721regnety_00681.70018.30095.1154.8856.062240.875bicubic+6.454+2.583-10
722dla3481.65818.34294.8785.12215.742240.875bilinear+7.028+2.800+4
723xcit_nano_12_p8_22481.64318.35795.2734.7273.052241.000bicubic+7.729+3.101+12
724crossvit_9_24081.61518.38594.9785.0228.552400.875bicubic+7.651+3.010+10
725mobilevit_xs81.56618.43495.0344.9662.322560.900bicubic+6.922+2.6820
726fbnetc_100.rmsp_in1k81.55918.44194.9705.0305.572240.875bilinear+6.436+2.584-13
727legacy_seresnet3481.53418.46694.8995.10121.962240.875bilinear+6.726+2.775-5
728gluon_resnet34_v1b81.50018.50094.8105.19021.802240.875bicubic+6.912+2.820-1
729regnetx_00881.48518.51595.0594.9417.262240.875bicubic+6.447+2.724-13
730mnasnet_100.rmsp_in1k81.45918.54194.8995.1014.382240.875bicubic+6.801+2.785-6
731vgg19_bn81.44618.55494.7635.237143.682240.875bilinear+7.232+2.921-1
732vit_base_patch32_224.augreg_in1k81.14318.85794.4275.57288.222240.900bicubic+6.239+2.649-12
733convit_tiny81.12618.87495.0444.9555.712240.875bicubic+8.010+3.331+10
734crossvit_tiny_24081.08818.91294.9875.0137.012400.875bicubic+7.764+3.071+6
735spnasnet_100.rmsp_in1k80.87819.12294.5265.4744.422240.875bilinear+6.794+2.708-4
736ghostnet_10080.69919.30194.2915.7095.182240.875bilinear+6.721+2.835-3
737regnety_00480.65919.34194.6865.3144.342240.875bicubic+6.624+2.934-5
738skresnet1880.63719.36394.3785.62211.962240.875bicubic+7.599+3.210+6
739regnetx_00680.62919.37194.5245.4766.202240.875bicubic+6.777+2.852-3
740pit_ti_22480.60519.39594.6185.3834.852240.900bicubic+7.693+3.216+7
741swsl_resnet1880.57519.42594.7435.25611.692240.875bilinear+7.299+3.010+1
742vgg16_bn80.55619.44494.5925.408138.372240.875bilinear+7.206+3.086-3
743semnasnet_075.rmsp_in1k80.47719.52394.3215.6792.912240.875bicubic+7.503+3.185+2
744tv_resnet3480.38919.61194.4365.56421.802240.875bilinear+7.077+3.010-3
745resnet18d80.38719.61394.2525.74811.712240.875bicubic+8.127+3.556+9
746mobilenetv2_100.ra_in1k80.25719.74394.1955.8053.502240.875bicubic+7.287+3.1790
747xcit_nano_12_p16_224_dist80.21219.78894.3615.6393.052241.000bicubic+7.910+3.499+6
748vit_base_patch32_224.sam80.20819.79293.8256.17588.222240.900bicubic+6.518+2.811-11
749ssl_resnet1880.10119.89994.5905.41011.692240.875bilinear+7.491+3.174-1
750tf_mobilenetv3_large_075.in1k80.09319.90794.1845.8163.992240.875bilinear+6.655+2.834-12
751deit_tiny_patch16_22480.01819.98294.4495.5515.722240.900bicubic+7.850+3.331+5
752hrnet_w18_small79.55520.44593.8986.10213.192240.875bilinear+7.213+3.2200
753vgg1979.48020.52093.8706.130143.672240.875bilinear+7.112+2.998-3
754regnetx_00479.43520.56593.8536.1475.162240.875bicubic+7.039+3.023-5
755resnet14t79.23920.76193.6066.39410.082240.950bilinear+6.889+3.266-4
756tf_mobilenetv3_large_minimal_100.in1k79.22220.77893.7066.2943.922240.875bilinear+6.974+3.076-1
757edgenext_xx_small79.17520.82593.8216.1791.332881.000bicubic+7.309+3.277+2
758legacy_seresnet1879.15320.84793.7836.21711.782240.875bicubic+7.409+3.449+3
759vgg1679.03820.96293.6466.354138.362240.875bilinear+7.444+3.270+3
760vgg13_bn79.00620.99493.6556.345133.052240.875bilinear+7.412+3.273+3
761vit_tiny_r_s16_p8_224.augreg_in21k_ft_in1k78.99121.00993.9026.0986.342240.900bicubic+7.203+3.074-1
762lcnet_100.ra2_in1k78.91421.08693.5506.4502.952240.875bicubic+6.800+3.172-5
763pvt_v2_b078.75221.24893.8496.1513.672240.900bicubic+8.096+3.641+3
764tinynet_c.in1k78.43821.56293.1406.8602.461840.875bicubic+7.206+3.3920
765gluon_resnet18_v1b78.37221.62893.1366.86411.692240.875bicubic+7.536+3.3760
766mobilevitv2_05078.11821.88293.5736.4261.372560.888bicubic+7.978+3.647+3
767vgg11_bn77.92622.07493.2306.770132.872240.875bilinear+7.566+3.4280
768xcit_nano_12_p16_22477.90022.10093.4306.5703.052241.000bicubic+7.946+3.676+2
769regnety_00277.40522.59592.9147.0863.162240.875bicubic+7.153+3.374-1
770mixer_l16_22477.28522.71590.5829.418208.202240.875bicubic+5.227+2.914-12
771resnet1877.27622.72492.7567.24411.692240.875bilinear+7.528+3.678+1
772vgg1377.23022.77092.6897.311133.052240.875bilinear+7.303+3.444-1
773mobilevit_xxs76.59523.40592.6857.3151.272560.900bicubic+7.683+3.747+1
774vgg1176.38423.61692.1547.846132.862240.875bilinear+7.360+3.526-1
775resnet10t76.21523.78592.2247.7765.442240.950bilinear+7.921+4.146+2
776regnetx_00276.12423.87692.2117.7892.682240.875bicubic+7.362+3.6550
777lcnet_075.ra2_in1k76.05323.94792.0667.9342.362240.875bicubic+7.235+3.696-2
778dla60x_c75.63724.36392.1777.8231.322240.875bilinear+7.745+3.751+1
779mobilenetv3_small_100.lamb_in1k74.91125.08991.4988.5022.542240.875bicubic+7.259+3.862+1
780tf_mobilenetv3_small_100.in1k74.71725.28391.2578.7432.542240.875bilinear+6.795+3.593-2
781tinynet_d.in1k74.28525.71590.9249.0762.341520.875bicubic+7.323+3.8580
782mnasnet_small.lamb_in1k73.81626.18490.7329.2682.032240.875bicubic+7.610+4.2240
783dla46x_c73.64726.35391.0958.9051.072240.875bilinear+7.677+4.1150
784mobilenetv2_050.lamb_in1k73.46526.53590.3209.6801.972240.875bicubic+7.523+4.2380
785tf_mobilenetv3_small_075.in1k72.81227.18890.0369.9642.042240.875bilinear+7.096+3.9060
786dla46_c72.60327.39790.4999.5011.302240.875bilinear+7.737+4.207+1
787mobilenetv3_small_075.lamb_in1k72.33027.67089.66610.3342.042240.875bicubic+7.084+4.230-1
788lcnet_050.ra2_in1k70.40029.60188.82311.1771.882240.875bicubic+7.300+4.4430
789tf_mobilenetv3_small_minimal_100.in1k70.11129.88988.50511.4952.042240.875bilinear+7.205+4.2750
790tinynet_e.in1k66.81033.19086.27413.7262.041060.875bicubic+6.954+4.5120
791mobilenetv3_small_050.lamb_in1k64.66935.33184.86515.1361.592240.875bicubic+6.779+4.6710